🐦 Twitter Post Details

Viewing enriched Twitter post

@omarsar0

Learning without training Google researchers explore the implicit dynamics of in-context learning. "Implicit weight updates from ICL mirror the effect of actual fine-tuning on the same data." This one is more technical but much needed. The findings: https://t.co/BT07FeJaYr

Media 1

📊 Media Metadata

{
  "media": [
    {
      "type": "image",
      "url": "https://crmoxkoizveukayfjuyo.supabase.co/storage/v1/object/public/media/posts/1948384435654779105/media_0.jpg?",
      "filename": "media_0.jpg"
    }
  ],
  "nlp": {
    "sentiment": "neutral",
    "topics": [
      "in-context learning",
      "implicit dynamics",
      "fine-tuning"
    ],
    "entities": [
      "Google"
    ],
    "summary": "The tweet discusses Google researchers' exploration of in-context learning and its similarities to fine-tuning.",
    "language": "en",
    "processed_at": "2025-08-07T08:28:15.158765"
  }
}

🔧 Raw API Response

{
  "data": {
    "threaded_conversation_with_injections_v2": {
      "instructions": [
        {
          "type": "TimelineClearCache"
        },
        {
          "type": "TimelineAddEntries",
          "entries": [
            {
              "entryId": "tweet-1948384435654779105",
              "sortIndex": "1953463185679843328",
              "content": {
                "entryType": "TimelineTimelineItem",
                "__typename": "TimelineTimelineItem",
                "itemContent": {
                  "itemType": "TimelineTweet",
                  "__typename": "TimelineTweet",
                  "tweet_results": {
                    "result": {
                      "__typename": "Tweet",
                      "rest_id": "1948384435654779105",
                      "has_birdwatch_notes": false,
                      "core": {
                        "user_results": {
                          "result": {
                            "__typename": "User",
                            "id": "VXNlcjozNDQ4Mjg0MzEz",
                            "rest_id": "3448284313",
                            "affiliates_highlighted_label": {},
                            "has_graduated_access": true,
                            "is_blue_verified": true,
                            "profile_image_shape": "Circle",
                            "legacy": {
                              "can_dm": true,
                              "can_media_tag": true,
                              "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                              "default_profile": false,
                              "default_profile_image": false,
                              "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                              "entities": {
                                "description": {
                                  "urls": []
                                },
                                "url": {
                                  "urls": [
                                    {
                                      "display_url": "dair-ai.thinkific.com",
                                      "expanded_url": "https://dair-ai.thinkific.com/",
                                      "url": "https://t.co/JBU5beHQNs",
                                      "indices": [
                                        0,
                                        23
                                      ]
                                    }
                                  ]
                                }
                              },
                              "fast_followers_count": 0,
                              "favourites_count": 31665,
                              "followers_count": 258903,
                              "friends_count": 643,
                              "has_custom_timelines": true,
                              "is_translator": false,
                              "listed_count": 4292,
                              "location": "",
                              "media_count": 3760,
                              "name": "elvis",
                              "normal_followers_count": 258903,
                              "pinned_tweet_ids_str": [
                                "1953152163078635748"
                              ],
                              "possibly_sensitive": false,
                              "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                              "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                              "profile_interstitial_type": "",
                              "screen_name": "omarsar0",
                              "statuses_count": 15289,
                              "translator_type": "regular",
                              "url": "https://t.co/JBU5beHQNs",
                              "verified": false,
                              "want_retweets": false,
                              "withheld_in_countries": []
                            },
                            "professional": {
                              "rest_id": "1460724937073770505",
                              "professional_type": "Creator",
                              "category": [
                                {
                                  "id": 713,
                                  "name": "Science & Technology",
                                  "icon_name": ""
                                }
                              ]
                            },
                            "tipjar_settings": {
                              "is_enabled": false,
                              "cash_app_handle": "£elvisomarsaravia"
                            }
                          }
                        }
                      },
                      "unmention_data": {},
                      "edit_control": {
                        "edit_tweet_ids": [
                          "1948384435654779105"
                        ],
                        "editable_until_msecs": "1753369623000",
                        "is_edit_eligible": false,
                        "edits_remaining": "5"
                      },
                      "is_translatable": false,
                      "views": {
                        "count": "105330",
                        "state": "EnabledWithCount"
                      },
                      "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                      "legacy": {
                        "bookmark_count": 918,
                        "bookmarked": false,
                        "created_at": "Thu Jul 24 14:07:03 +0000 2025",
                        "conversation_id_str": "1948384435654779105",
                        "display_text_range": [
                          0,
                          253
                        ],
                        "entities": {
                          "hashtags": [],
                          "media": [
                            {
                              "display_url": "pic.x.com/BT07FeJaYr",
                              "expanded_url": "https://x.com/omarsar0/status/1948384435654779105/photo/1",
                              "id_str": "1948384432957898752",
                              "indices": [
                                254,
                                277
                              ],
                              "media_key": "3_1948384432957898752",
                              "media_url_https": "https://pbs.twimg.com/media/GwoNUZxbQAAHd1F.png",
                              "type": "photo",
                              "url": "https://t.co/BT07FeJaYr",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 532,
                                      "y": 439,
                                      "h": 38,
                                      "w": 38
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 816,
                                  "w": 1001,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 816,
                                  "w": 1001,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 554,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 816,
                                "width": 1001,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1001,
                                    "h": 561
                                  },
                                  {
                                    "x": 92,
                                    "y": 0,
                                    "w": 816,
                                    "h": 816
                                  },
                                  {
                                    "x": 142,
                                    "y": 0,
                                    "w": 716,
                                    "h": 816
                                  },
                                  {
                                    "x": 296,
                                    "y": 0,
                                    "w": 408,
                                    "h": 816
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1001,
                                    "h": 816
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1948384432957898752"
                                }
                              }
                            }
                          ],
                          "symbols": [],
                          "timestamps": [],
                          "urls": [],
                          "user_mentions": []
                        },
                        "extended_entities": {
                          "media": [
                            {
                              "display_url": "pic.x.com/BT07FeJaYr",
                              "expanded_url": "https://x.com/omarsar0/status/1948384435654779105/photo/1",
                              "id_str": "1948384432957898752",
                              "indices": [
                                254,
                                277
                              ],
                              "media_key": "3_1948384432957898752",
                              "media_url_https": "https://pbs.twimg.com/media/GwoNUZxbQAAHd1F.png",
                              "type": "photo",
                              "url": "https://t.co/BT07FeJaYr",
                              "ext_media_availability": {
                                "status": "Available"
                              },
                              "features": {
                                "large": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                },
                                "medium": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                },
                                "small": {
                                  "faces": [
                                    {
                                      "x": 532,
                                      "y": 439,
                                      "h": 38,
                                      "w": 38
                                    }
                                  ]
                                },
                                "orig": {
                                  "faces": [
                                    {
                                      "x": 784,
                                      "y": 647,
                                      "h": 57,
                                      "w": 57
                                    }
                                  ]
                                }
                              },
                              "sizes": {
                                "large": {
                                  "h": 816,
                                  "w": 1001,
                                  "resize": "fit"
                                },
                                "medium": {
                                  "h": 816,
                                  "w": 1001,
                                  "resize": "fit"
                                },
                                "small": {
                                  "h": 554,
                                  "w": 680,
                                  "resize": "fit"
                                },
                                "thumb": {
                                  "h": 150,
                                  "w": 150,
                                  "resize": "crop"
                                }
                              },
                              "original_info": {
                                "height": 816,
                                "width": 1001,
                                "focus_rects": [
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1001,
                                    "h": 561
                                  },
                                  {
                                    "x": 92,
                                    "y": 0,
                                    "w": 816,
                                    "h": 816
                                  },
                                  {
                                    "x": 142,
                                    "y": 0,
                                    "w": 716,
                                    "h": 816
                                  },
                                  {
                                    "x": 296,
                                    "y": 0,
                                    "w": 408,
                                    "h": 816
                                  },
                                  {
                                    "x": 0,
                                    "y": 0,
                                    "w": 1001,
                                    "h": 816
                                  }
                                ]
                              },
                              "media_results": {
                                "result": {
                                  "media_key": "3_1948384432957898752"
                                }
                              }
                            }
                          ]
                        },
                        "favorite_count": 799,
                        "favorited": false,
                        "full_text": "Learning without training\n\nGoogle researchers explore the implicit dynamics of in-context learning.\n\n\"Implicit weight updates from ICL mirror the effect of actual fine-tuning on the same data.\"\n\nThis one is more technical but much needed.\n\nThe findings: https://t.co/BT07FeJaYr",
                        "is_quote_status": false,
                        "lang": "en",
                        "possibly_sensitive": false,
                        "possibly_sensitive_editable": true,
                        "quote_count": 15,
                        "reply_count": 11,
                        "retweet_count": 109,
                        "retweeted": false,
                        "user_id_str": "3448284313",
                        "id_str": "1948384435654779105"
                      },
                      "quick_promote_eligibility": {
                        "eligibility": "IneligibleNotProfessional"
                      }
                    }
                  },
                  "tweetDisplayType": "SelfThread"
                },
                "clientEventInfo": {
                  "component": "tweet",
                  "element": "tweet"
                }
              }
            },
            {
              "entryId": "conversationthread-1948384451660308970",
              "sortIndex": "1953463185679843318",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948384451660308970-tweet-1948384451660308970",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948384451660308970",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31665,
                                    "followers_count": 258903,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4292,
                                    "location": "",
                                    "media_count": 3760,
                                    "name": "elvis",
                                    "normal_followers_count": 258903,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15289,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948384451660308970"
                              ],
                              "editable_until_msecs": "1753369627000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "3524",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NDgzODQ0NTE1OTc0MDYyMDg=",
                                  "text": "Context as implicit weight update\n\nThe authors prove that for contextual blocks, the presence of a prompt modifies the neural network’s behavior equivalently to a rank-1 update of its weight matrix.\n\nThis holds even without modifying the self-attention layer, highlighting that ICL may primarily emerge from how context affects the MLP weights.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 8,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 14:07:07 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                0,
                                278
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/boqSXTtGOX",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384451660308970/photo/1",
                                    "id_str": "1948384448812310528",
                                    "indices": [
                                      279,
                                      302
                                    ],
                                    "media_key": "3_1948384448812310528",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNVU1aYAAVGGm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/boqSXTtGOX",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 599,
                                        "w": 1289,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 558,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 316,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 599,
                                      "width": 1289,
                                      "focus_rects": [
                                        {
                                          "x": 219,
                                          "y": 0,
                                          "w": 1070,
                                          "h": 599
                                        },
                                        {
                                          "x": 569,
                                          "y": 0,
                                          "w": 599,
                                          "h": 599
                                        },
                                        {
                                          "x": 606,
                                          "y": 0,
                                          "w": 525,
                                          "h": 599
                                        },
                                        {
                                          "x": 718,
                                          "y": 0,
                                          "w": 300,
                                          "h": 599
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1289,
                                          "h": 599
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384448812310528"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/boqSXTtGOX",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384451660308970/photo/1",
                                    "id_str": "1948384448812310528",
                                    "indices": [
                                      279,
                                      302
                                    ],
                                    "media_key": "3_1948384448812310528",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNVU1aYAAVGGm.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/boqSXTtGOX",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 599,
                                        "w": 1289,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 558,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 316,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 599,
                                      "width": 1289,
                                      "focus_rects": [
                                        {
                                          "x": 219,
                                          "y": 0,
                                          "w": 1070,
                                          "h": 599
                                        },
                                        {
                                          "x": 569,
                                          "y": 0,
                                          "w": 599,
                                          "h": 599
                                        },
                                        {
                                          "x": 606,
                                          "y": 0,
                                          "w": 525,
                                          "h": 599
                                        },
                                        {
                                          "x": 718,
                                          "y": 0,
                                          "w": 300,
                                          "h": 599
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1289,
                                          "h": 599
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384448812310528"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 27,
                              "favorited": false,
                              "full_text": "Context as implicit weight update\n\nThe authors prove that for contextual blocks, the presence of a prompt modifies the neural network’s behavior equivalently to a rank-1 update of its weight matrix.\n\nThis holds even without modifying the self-attention layer, highlighting that… https://t.co/boqSXTtGOX",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 3,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1948384451660308970"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1948384451660308970-tweet-1948384463966405084",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948384463966405084",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31665,
                                    "followers_count": 258903,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4292,
                                    "location": "",
                                    "media_count": 3760,
                                    "name": "elvis",
                                    "normal_followers_count": 258903,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15289,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948384463966405084"
                              ],
                              "editable_until_msecs": "1753369630000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2951",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 14:07:10 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                0,
                                245
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 15,
                              "favorited": false,
                              "full_text": "Derived update formula\n\nThey provide an explicit expression for the rank-1 update to the MLP weights in terms of the context and input token embeddings.\n\nThe result holds both for standard blocks and for transformer blocks with skip-connections.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384451660308970",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1948384463966405084"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1948384451660308970-tweet-1948384475999809724",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948384475999809724",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31665,
                                    "followers_count": 258903,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4292,
                                    "location": "",
                                    "media_count": 3760,
                                    "name": "elvis",
                                    "normal_followers_count": 258903,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15289,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948384475999809724"
                              ],
                              "editable_until_msecs": "1753369632000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "2724",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 14:07:12 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                0,
                                260
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "favorite_count": 13,
                              "favorited": false,
                              "full_text": "ICL as gradient descent\n\nIteratively consuming tokens from the prompt induces a learning dynamic akin to online gradient descent.\n\nEach token incrementally alters the MLP weights in a way that mimics updates on a loss function defined over the prompt sequence.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384463966405084",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1948384475999809724"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1948384451660308970-tweet-1948384491665563787",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948384491665563787",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31665,
                                    "followers_count": 258903,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4292,
                                    "location": "",
                                    "media_count": 3760,
                                    "name": "elvis",
                                    "normal_followers_count": 258903,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15289,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948384491665563787"
                              ],
                              "editable_until_msecs": "1753369636000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "6125",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NDgzODQ0OTE1OTAwOTQ4NDg=",
                                  "text": "Empirical validation\n\nUsing a synthetic task (learning linear functions), the authors show that a trained transformer’s prediction with a context is identical to the prediction from the same model without the context, but with MLP weights updated via the derived ∆W formula.\n\nThe loss curves for both methods match almost exactly, and the gradient updates shrink over time, indicating convergence.",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 5,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 14:07:16 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                0,
                                280
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/OeEToNdX9U",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384491665563787/photo/1",
                                    "id_str": "1948384489484554240",
                                    "indices": [
                                      281,
                                      304
                                    ],
                                    "media_key": "3_1948384489484554240",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNXsWbkAAPf3b.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OeEToNdX9U",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 755,
                                        "w": 1052,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 755,
                                        "w": 1052,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 488,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 755,
                                      "width": 1052,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 166,
                                          "w": 1052,
                                          "h": 589
                                        },
                                        {
                                          "x": 121,
                                          "y": 0,
                                          "w": 755,
                                          "h": 755
                                        },
                                        {
                                          "x": 167,
                                          "y": 0,
                                          "w": 662,
                                          "h": 755
                                        },
                                        {
                                          "x": 309,
                                          "y": 0,
                                          "w": 378,
                                          "h": 755
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1052,
                                          "h": 755
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384489484554240"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/OeEToNdX9U",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384491665563787/photo/1",
                                    "id_str": "1948384489484554240",
                                    "indices": [
                                      281,
                                      304
                                    ],
                                    "media_key": "3_1948384489484554240",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNXsWbkAAPf3b.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OeEToNdX9U",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 755,
                                        "w": 1052,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 755,
                                        "w": 1052,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 488,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 755,
                                      "width": 1052,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 166,
                                          "w": 1052,
                                          "h": 589
                                        },
                                        {
                                          "x": 121,
                                          "y": 0,
                                          "w": 755,
                                          "h": 755
                                        },
                                        {
                                          "x": 167,
                                          "y": 0,
                                          "w": 662,
                                          "h": 755
                                        },
                                        {
                                          "x": 309,
                                          "y": 0,
                                          "w": 378,
                                          "h": 755
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1052,
                                          "h": 755
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384489484554240"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 15,
                              "favorited": false,
                              "full_text": "Empirical validation\n\nUsing a synthetic task (learning linear functions), the authors show that a trained transformer’s prediction with a context is identical to the prediction from the same model without the context, but with MLP weights updated via the derived ∆W formula.\n\nThe… https://t.co/OeEToNdX9U",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384475999809724",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 1,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1948384491665563787"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  },
                  {
                    "entryId": "conversationthread-1948384451660308970-tweet-1948384506777592154",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948384506777592154",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjozNDQ4Mjg0MzEz",
                                  "rest_id": "3448284313",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Fri Sep 04 12:59:26 +0000 2015",
                                    "default_profile": false,
                                    "default_profile_image": false,
                                    "description": "Building with AI agents @dair_ai • Prev: Meta AI, Galactica LLM, Elastic, PaperswithCode, PhD • I share insights on how to build with AI Agents ⬇️",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "dair-ai.thinkific.com",
                                            "expanded_url": "https://dair-ai.thinkific.com/",
                                            "url": "https://t.co/JBU5beHQNs",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 31665,
                                    "followers_count": 258903,
                                    "friends_count": 643,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 4292,
                                    "location": "",
                                    "media_count": 3760,
                                    "name": "elvis",
                                    "normal_followers_count": 258903,
                                    "pinned_tweet_ids_str": [
                                      "1953152163078635748"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/3448284313/1565974901",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/939313677647282181/vZjFWtAn_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "omarsar0",
                                    "statuses_count": 15289,
                                    "translator_type": "regular",
                                    "url": "https://t.co/JBU5beHQNs",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460724937073770505",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false,
                                    "cash_app_handle": "£elvisomarsaravia"
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948384506777592154"
                              ],
                              "editable_until_msecs": "1753369640000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "5651",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://typefully.com/\" rel=\"nofollow\">Typefully</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NDgzODQ1MDY2NDMzOTg2NTY=",
                                  "text": "Comparison to fine-tuning\n\nA side-by-side comparison shows that the implicit weight updates from ICL mirror the effect of actual fine-tuning on the same data, though not identically.\n\nBoth methods reduce loss on a test query as more examples are consumed, suggesting that ICL may serve as a form of “fast weights” mechanism.\n\nPaper: https://t.co/JUHLSnDNrq",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "arxiv.org/abs/2507.16003",
                                        "expanded_url": "https://arxiv.org/abs/2507.16003",
                                        "url": "https://t.co/JUHLSnDNrq",
                                        "indices": [
                                          333,
                                          356
                                        ]
                                      }
                                    ],
                                    "user_mentions": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 8,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 14:07:20 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                0,
                                280
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/Q2XieJLpeD",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384506777592154/photo/1",
                                    "id_str": "1948384504219049984",
                                    "indices": [
                                      281,
                                      304
                                    ],
                                    "media_key": "3_1948384504219049984",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNYjPaIAAbxUy.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/Q2XieJLpeD",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 633,
                                        "w": 1066,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 633,
                                        "w": 1066,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 404,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 633,
                                      "width": 1066,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1066,
                                          "h": 597
                                        },
                                        {
                                          "x": 433,
                                          "y": 0,
                                          "w": 633,
                                          "h": 633
                                        },
                                        {
                                          "x": 511,
                                          "y": 0,
                                          "w": 555,
                                          "h": 633
                                        },
                                        {
                                          "x": 749,
                                          "y": 0,
                                          "w": 317,
                                          "h": 633
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1066,
                                          "h": 633
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384504219049984"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": []
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/Q2XieJLpeD",
                                    "expanded_url": "https://x.com/omarsar0/status/1948384506777592154/photo/1",
                                    "id_str": "1948384504219049984",
                                    "indices": [
                                      281,
                                      304
                                    ],
                                    "media_key": "3_1948384504219049984",
                                    "media_url_https": "https://pbs.twimg.com/media/GwoNYjPaIAAbxUy.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/Q2XieJLpeD",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 633,
                                        "w": 1066,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 633,
                                        "w": 1066,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 404,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 633,
                                      "width": 1066,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1066,
                                          "h": 597
                                        },
                                        {
                                          "x": 433,
                                          "y": 0,
                                          "w": 633,
                                          "h": 633
                                        },
                                        {
                                          "x": 511,
                                          "y": 0,
                                          "w": 555,
                                          "h": 633
                                        },
                                        {
                                          "x": 749,
                                          "y": 0,
                                          "w": 317,
                                          "h": 633
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1066,
                                          "h": 633
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948384504219049984"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 21,
                              "favorited": false,
                              "full_text": "Comparison to fine-tuning\n\nA side-by-side comparison shows that the implicit weight updates from ICL mirror the effect of actual fine-tuning on the same data, though not identically.\n\nBoth methods reduce loss on a test query as more examples are consumed, suggesting that ICL may… https://t.co/Q2XieJLpeD",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384491665563787",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 1,
                              "reply_count": 0,
                              "retweet_count": 1,
                              "retweeted": false,
                              "user_id_str": "3448284313",
                              "id_str": "1948384506777592154"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "SelfThread"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948384475999809724"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948722009724084580",
              "sortIndex": "1953463185679843308",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948722009724084580-tweet-1948722009724084580",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948722009724084580",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxODU2NTkyNjg=",
                                  "rest_id": "185659268",
                                  "affiliates_highlighted_label": {
                                    "label": {
                                      "url": {
                                        "url": "https://twitter.com/NormalComputing",
                                        "urlType": "DeepLink"
                                      },
                                      "badge": {
                                        "url": "https://pbs.twimg.com/profile_images/1940925876885245953/y-FLiKiY_bigger.jpg"
                                      },
                                      "description": "Normal Computing 🧠🌡️",
                                      "userLabelType": "BusinessLabel",
                                      "userLabelDisplayType": "Badge"
                                    }
                                  },
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Wed Sep 01 14:40:53 +0000 2010",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Head of AI @NormalComputing. Ex @Meta, @BARCdk, SupWiz, @OxfordQuantum. Tweets on Math, AI, #dspy, Probability, ML, Algorithms and Randomness. Recently tensors.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "thomasahle.com",
                                            "expanded_url": "https://thomasahle.com",
                                            "url": "https://t.co/EkMUe2lnQ9",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 11915,
                                    "followers_count": 8379,
                                    "friends_count": 734,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 141,
                                    "location": "Copenhagen ",
                                    "media_count": 917,
                                    "name": "Thomas Ahle",
                                    "normal_followers_count": 8379,
                                    "pinned_tweet_ids_str": [
                                      "1830985710662214037"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/185659268/1717461420",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1837923668170887169/dCOwf_sy_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "thomasahle",
                                    "statuses_count": 5269,
                                    "translator_type": "none",
                                    "url": "https://t.co/EkMUe2lnQ9",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1460060543079751685",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948722009724084580"
                              ],
                              "editable_until_msecs": "1753450107000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "694",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 6,
                              "bookmarked": false,
                              "created_at": "Fri Jul 25 12:28:27 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                51
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/OdWsM50E6p",
                                    "expanded_url": "https://x.com/thomasahle/status/1948722009724084580/photo/1",
                                    "id_str": "1948721964144545792",
                                    "indices": [
                                      52,
                                      75
                                    ],
                                    "media_key": "3_1948721964144545792",
                                    "media_url_https": "https://pbs.twimg.com/media/GwtATTbWUAA8Wfr.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OdWsM50E6p",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 206,
                                            "y": 900,
                                            "h": 104,
                                            "w": 104
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 146,
                                            "y": 638,
                                            "h": 73,
                                            "w": 73
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 82,
                                            "y": 361,
                                            "h": 41,
                                            "w": 41
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 206,
                                            "y": 900,
                                            "h": 104,
                                            "w": 104
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1082,
                                        "w": 1692,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 767,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 435,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1082,
                                      "width": 1692,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1692,
                                          "h": 948
                                        },
                                        {
                                          "x": 7,
                                          "y": 0,
                                          "w": 1082,
                                          "h": 1082
                                        },
                                        {
                                          "x": 74,
                                          "y": 0,
                                          "w": 949,
                                          "h": 1082
                                        },
                                        {
                                          "x": 278,
                                          "y": 0,
                                          "w": 541,
                                          "h": 1082
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1692,
                                          "h": 1082
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948721964144545792"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/OdWsM50E6p",
                                    "expanded_url": "https://x.com/thomasahle/status/1948722009724084580/photo/1",
                                    "id_str": "1948721964270362624",
                                    "indices": [
                                      52,
                                      75
                                    ],
                                    "media_key": "3_1948721964270362624",
                                    "media_url_https": "https://pbs.twimg.com/media/GwtATT5WIAAh4yk.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OdWsM50E6p",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 832,
                                        "w": 1870,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 534,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 303,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 832,
                                      "width": 1870,
                                      "focus_rects": [
                                        {
                                          "x": 384,
                                          "y": 0,
                                          "w": 1486,
                                          "h": 832
                                        },
                                        {
                                          "x": 1038,
                                          "y": 0,
                                          "w": 832,
                                          "h": 832
                                        },
                                        {
                                          "x": 1140,
                                          "y": 0,
                                          "w": 730,
                                          "h": 832
                                        },
                                        {
                                          "x": 1428,
                                          "y": 0,
                                          "w": 416,
                                          "h": 832
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1870,
                                          "h": 832
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948721964270362624"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/OdWsM50E6p",
                                    "expanded_url": "https://x.com/thomasahle/status/1948722009724084580/photo/1",
                                    "id_str": "1948721964144545792",
                                    "indices": [
                                      52,
                                      75
                                    ],
                                    "media_key": "3_1948721964144545792",
                                    "media_url_https": "https://pbs.twimg.com/media/GwtATTbWUAA8Wfr.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OdWsM50E6p",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": [
                                          {
                                            "x": 206,
                                            "y": 900,
                                            "h": 104,
                                            "w": 104
                                          }
                                        ]
                                      },
                                      "medium": {
                                        "faces": [
                                          {
                                            "x": 146,
                                            "y": 638,
                                            "h": 73,
                                            "w": 73
                                          }
                                        ]
                                      },
                                      "small": {
                                        "faces": [
                                          {
                                            "x": 82,
                                            "y": 361,
                                            "h": 41,
                                            "w": 41
                                          }
                                        ]
                                      },
                                      "orig": {
                                        "faces": [
                                          {
                                            "x": 206,
                                            "y": 900,
                                            "h": 104,
                                            "w": 104
                                          }
                                        ]
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1082,
                                        "w": 1692,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 767,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 435,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1082,
                                      "width": 1692,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1692,
                                          "h": 948
                                        },
                                        {
                                          "x": 7,
                                          "y": 0,
                                          "w": 1082,
                                          "h": 1082
                                        },
                                        {
                                          "x": 74,
                                          "y": 0,
                                          "w": 949,
                                          "h": 1082
                                        },
                                        {
                                          "x": 278,
                                          "y": 0,
                                          "w": 541,
                                          "h": 1082
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1692,
                                          "h": 1082
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948721964144545792"
                                      }
                                    }
                                  },
                                  {
                                    "display_url": "pic.x.com/OdWsM50E6p",
                                    "expanded_url": "https://x.com/thomasahle/status/1948722009724084580/photo/1",
                                    "id_str": "1948721964270362624",
                                    "indices": [
                                      52,
                                      75
                                    ],
                                    "media_key": "3_1948721964270362624",
                                    "media_url_https": "https://pbs.twimg.com/media/GwtATT5WIAAh4yk.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/OdWsM50E6p",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 832,
                                        "w": 1870,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 534,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 303,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 832,
                                      "width": 1870,
                                      "focus_rects": [
                                        {
                                          "x": 384,
                                          "y": 0,
                                          "w": 1486,
                                          "h": 832
                                        },
                                        {
                                          "x": 1038,
                                          "y": 0,
                                          "w": 832,
                                          "h": 832
                                        },
                                        {
                                          "x": 1140,
                                          "y": 0,
                                          "w": 730,
                                          "h": 832
                                        },
                                        {
                                          "x": 1428,
                                          "y": 0,
                                          "w": 416,
                                          "h": 832
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1870,
                                          "h": 832
                                        }
                                      ]
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948721964270362624"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 6,
                              "favorited": false,
                              "full_text": "@omarsar0 How is it different from this 2022 paper? https://t.co/OdWsM50E6p",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 2,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "185659268",
                              "id_str": "1948722009724084580"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948722009724084580"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948402303293141482",
              "sortIndex": "1953463185679843298",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948402303293141482-tweet-1948402303293141482",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948402303293141482",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxNDgyMTQyNzI3NjM4NzY5NjY1",
                                  "rest_id": "1482142727638769665",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sat Jan 15 00:09:16 +0000 2022",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Autoregression is the secret sauce",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "transformer-circuits.pub/2022/in-contex…",
                                            "expanded_url": "https://transformer-circuits.pub/2022/in-context-learning-and-induction-heads/index.html",
                                            "url": "https://t.co/5G6jA1M3O1",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 42081,
                                    "followers_count": 4281,
                                    "friends_count": 3542,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 43,
                                    "location": "",
                                    "media_count": 82,
                                    "name": "My Cousin Dario",
                                    "normal_followers_count": 4281,
                                    "pinned_tweet_ids_str": [
                                      "1952396639714341003"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1951085799946027010/fkp3l9Xx_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "inductionheads",
                                    "statuses_count": 3133,
                                    "translator_type": "none",
                                    "url": "https://t.co/5G6jA1M3O1",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1544756960876236801",
                                    "professional_type": "Business",
                                    "category": [
                                      {
                                        "id": 713,
                                        "name": "Science & Technology",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948402303293141482"
                              ],
                              "editable_until_msecs": "1753373883000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "1447",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 1,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 15:18:03 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                57
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 6,
                              "favorited": false,
                              "full_text": "@omarsar0 Feel like I've seen this result a few years ago",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1482142727638769665",
                              "id_str": "1948402303293141482"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948402303293141482"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948605595780874291",
              "sortIndex": "1953463185679843288",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948605595780874291-tweet-1948605595780874291",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948605595780874291",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo5NzEwMzc1MDM5MTM0MjI4NTA=",
                                  "rest_id": "971037503913422850",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": false,
                                    "created_at": "Tue Mar 06 14:59:16 +0000 2018",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "lucid dreams @lucidsimcorp",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "ramimo.substack.com",
                                            "expanded_url": "https://ramimo.substack.com/",
                                            "url": "https://t.co/Folo9U4Tnl",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 13239,
                                    "followers_count": 1359,
                                    "friends_count": 484,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 16,
                                    "location": "Silly valley",
                                    "media_count": 319,
                                    "name": "rami",
                                    "normal_followers_count": 1359,
                                    "pinned_tweet_ids_str": [
                                      "1856028792407388360"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/971037503913422850/1748027083",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1953351638875553794/pwiwG6Ov_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "rami_mmo",
                                    "statuses_count": 2641,
                                    "translator_type": "none",
                                    "url": "https://t.co/Folo9U4Tnl",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false
                                  }
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/5bG2vMc95b",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "player_url",
                                    "value": {
                                      "string_value": "https://www.youtube.com/embed/JrBtK3d7Jo8",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_large",
                                    "value": {
                                      "image_value": {
                                        "height": 320,
                                        "width": 569,
                                        "url": "https://pbs.twimg.com/card_img/1951143357956460544/5zFhzpZY?format=jpg&name=800x320_1"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "player_image",
                                    "value": {
                                      "image_value": {
                                        "height": 158,
                                        "width": 280,
                                        "url": "https://pbs.twimg.com/card_img/1951143357956460544/5zFhzpZY?format=jpg&name=280x280"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "Presented by Aayush Mishra at ICML 2024.Paper link: https://arxiv.org/abs/2310.08540Abstract: The emergence of In-Context Learning (ICL) in LLMs remains a re...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_width",
                                    "value": {
                                      "string_value": "960",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "www.youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_is_free",
                                    "value": {
                                      "string_value": "true",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "10228272",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "player_image_original",
                                    "value": {
                                      "image_value": {
                                        "height": 720,
                                        "width": 1280,
                                        "url": "https://pbs.twimg.com/card_img/1951143357956460544/5zFhzpZY?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "app_url_resolved",
                                    "value": {
                                      "string_value": "https://www.youtube.com/watch?v=JrBtK3d7Jo8",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_amount",
                                    "value": {
                                      "string_value": "0.0",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_height",
                                    "value": {
                                      "string_value": "720",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "youtube.com",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_name",
                                    "value": {
                                      "string_value": "YouTube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_id",
                                    "value": {
                                      "scribe_key": "publisher_app_id",
                                      "string_value": "com.google.android.youtube",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_small",
                                    "value": {
                                      "image_value": {
                                        "height": 81,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1951143357956460544/5zFhzpZY?format=jpg&name=144x144"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "Do pretrained Transformers Learn In-Context by Gradient Descent?...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_price_currency",
                                    "value": {
                                      "string_value": "USD",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "app_url",
                                    "value": {
                                      "string_value": "https://t.co/redirect?url=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DJrBtK3d7Jo8&sig=552da87bdcad8a0805202d5ce8996f9027aa9cee&ssr=true&slug=5bG2vMc95b",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/5bG2vMc95b",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "player_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 243,
                                              "green": 253,
                                              "red": 247
                                            },
                                            "percentage": 68.47
                                          },
                                          {
                                            "rgb": {
                                              "blue": 0,
                                              "green": 0,
                                              "red": 0
                                            },
                                            "percentage": 24.51
                                          },
                                          {
                                            "rgb": {
                                              "blue": 111,
                                              "green": 114,
                                              "red": 112
                                            },
                                            "percentage": 4.7
                                          },
                                          {
                                            "rgb": {
                                              "blue": 87,
                                              "green": 132,
                                              "red": 159
                                            },
                                            "percentage": 1.33
                                          },
                                          {
                                            "rgb": {
                                              "blue": 222,
                                              "green": 201,
                                              "red": 143
                                            },
                                            "percentage": 0.54
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "player_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "height": 720,
                                        "width": 1280,
                                        "url": "https://pbs.twimg.com/card_img/1951143357956460544/5zFhzpZY?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "player",
                                "url": "https://t.co/5bG2vMc95b",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjoxMDIyODI3Mg==",
                                      "rest_id": "10228272",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": true,
                                      "profile_image_shape": "Square",
                                      "legacy": {
                                        "can_dm": false,
                                        "can_media_tag": true,
                                        "created_at": "Tue Nov 13 21:43:46 +0000 2007",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "like & subscribe",
                                        "entities": {
                                          "description": {
                                            "urls": []
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "yt.be/3NDRz",
                                                "expanded_url": "https://yt.be/3NDRz",
                                                "url": "https://t.co/WBV5E1Rh1y",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 6055,
                                        "followers_count": 79004703,
                                        "friends_count": 1147,
                                        "has_custom_timelines": true,
                                        "is_translator": false,
                                        "listed_count": 77652,
                                        "location": "San Bruno, CA",
                                        "media_count": 16019,
                                        "name": "YouTube",
                                        "normal_followers_count": 79004703,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/10228272/1745416765",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1915882040353837056/VbhPvueq_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "YouTube",
                                        "statuses_count": 60091,
                                        "translator_type": "regular",
                                        "url": "https://t.co/WBV5E1Rh1y",
                                        "verified": false,
                                        "verified_type": "Business",
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948605595780874291"
                              ],
                              "editable_until_msecs": "1753422352000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "985",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 5,
                              "bookmarked": false,
                              "created_at": "Fri Jul 25 04:45:52 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                144
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "m.youtube.com/watch?v=JrBtK3…",
                                    "expanded_url": "https://m.youtube.com/watch?v=JrBtK3d7Jo8",
                                    "url": "https://t.co/5bG2vMc95b",
                                    "indices": [
                                      121,
                                      144
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 3,
                              "favorited": false,
                              "full_text": "@omarsar0 There’s this presentation and some additional papers that suggested that these claims miss correct baselines,\n\nhttps://t.co/5bG2vMc95b",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "971037503913422850",
                              "id_str": "1948605595780874291"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948605595780874291"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948706338004963432",
              "sortIndex": "1953463185679843278",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948706338004963432-tweet-1948706338004963432",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948706338004963432",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMDYyMDM0MzIzMjQ5ODgxMDg4",
                                  "rest_id": "1062034323249881088",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Mon Nov 12 17:28:09 +0000 2018",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Ai Updates | Post about Ai Innovation, Tools, Tech, Career and Jobs | 500k+ Followers Across All Platforms",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "linktr.ee/codewithimansh…",
                                            "expanded_url": "https://linktr.ee/codewithimanshu.in",
                                            "url": "https://t.co/dt6KPRmVjm",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 73424,
                                    "followers_count": 20743,
                                    "friends_count": 272,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 118,
                                    "location": "Check Me Here👉",
                                    "media_count": 4468,
                                    "name": "Himanshu Kumar",
                                    "normal_followers_count": 20743,
                                    "pinned_tweet_ids_str": [
                                      "1953373070225485918"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1062034323249881088/1702925578",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1736815259951017986/Hyit0PGJ_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "codewithimanshu",
                                    "statuses_count": 66216,
                                    "translator_type": "none",
                                    "url": "https://t.co/dt6KPRmVjm",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1642959797803958272",
                                    "professional_type": "Creator",
                                    "category": []
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": false
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948706338004963432"
                              ],
                              "editable_until_msecs": "1753446370000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "310",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Fri Jul 25 11:26:10 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                121
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 Interesting... yet tuning hidden layers for memorization tends to hurt generalization down the line.. thoughts?",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1062034323249881088",
                              "id_str": "1948706338004963432"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948706338004963432"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948840039301218781",
              "sortIndex": "1953463185679843268",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948840039301218781-tweet-1948840039301218781",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948840039301218781",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTA5NzI1NzI2MTM3MzI3NjE2",
                                  "rest_id": "1909725726137327616",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Tue Apr 08 21:52:27 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Nonlinear dynamics, AI cognition, embedding vulnerabilities. Finite Mechanics is the map. Safety is the reason. Kevin R. Haylett (PhD): Finite Tractus",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "finitemechanics.com",
                                            "expanded_url": "http://www.finitemechanics.com",
                                            "url": "https://t.co/8v4cvDInWq",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 846,
                                    "followers_count": 70,
                                    "friends_count": 73,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 1,
                                    "location": "Manchester - United Kingdom",
                                    "media_count": 154,
                                    "name": "Kevin R. Haylett",
                                    "normal_followers_count": 70,
                                    "pinned_tweet_ids_str": [
                                      "1920805411621339271"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1909725726137327616/1748344476",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1935418754629804032/xSC5yOBc_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Kevin_Haylett",
                                    "statuses_count": 380,
                                    "translator_type": "none",
                                    "url": "https://t.co/8v4cvDInWq",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948840039301218781"
                              ],
                              "editable_until_msecs": "1753478247000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "304",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "note_tweet": {
                              "is_expandable": true,
                              "note_tweet_results": {
                                "result": {
                                  "id": "Tm90ZVR3ZWV0OjE5NDg4NDAwMzkyMDg5NDM2MTk=",
                                  "text": "Maybe this can be framed in terms of a manifold created in the transformer. The work below shows how 'Attention' can be seen as Takens' method of delays, a thoroughly proven mathematical framework  i.e. it frames the mechanism in terms of mapping language as a nonlinear dynamical system (NLDS). NLDS is out of fashion at the moment but vital to understand complex systems like the brain. In the NLDS framework what maybe happening is that a hyper-dimensional system attractor is being built. Maybe upload the paper to an LLM for analysis and then make the above suggestion :) \n\nhttps://t.co/BtvFjzuBna",
                                  "entity_set": {
                                    "hashtags": [],
                                    "symbols": [],
                                    "urls": [
                                      {
                                        "display_url": "finitemechanics.com/papers/pairwis…",
                                        "expanded_url": "https://finitemechanics.com/papers/pairwise-embeddings.pdf",
                                        "url": "https://t.co/BtvFjzuBna",
                                        "indices": [
                                          579,
                                          602
                                        ]
                                      }
                                    ],
                                    "user_mentions": []
                                  },
                                  "richtext": {
                                    "richtext_tags": []
                                  },
                                  "media": {
                                    "inline_media": []
                                  }
                                }
                              }
                            },
                            "legacy": {
                              "bookmark_count": 2,
                              "bookmarked": false,
                              "created_at": "Fri Jul 25 20:17:27 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                291
                              ],
                              "entities": {
                                "hashtags": [],
                                "media": [
                                  {
                                    "display_url": "pic.x.com/DW0sVsTnJz",
                                    "expanded_url": "https://x.com/FiniteTractus/status/1948840039301218781/photo/1",
                                    "id_str": "1948839509761671168",
                                    "indices": [
                                      292,
                                      315
                                    ],
                                    "media_key": "3_1948839509761671168",
                                    "media_url_https": "https://pbs.twimg.com/media/GwurNW-XQAA9cz5.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/DW0sVsTnJz",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1280,
                                        "w": 1280,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1200,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 680,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1280,
                                      "width": 1280,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 314,
                                          "w": 1280,
                                          "h": 717
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1280
                                        },
                                        {
                                          "x": 79,
                                          "y": 0,
                                          "w": 1123,
                                          "h": 1280
                                        },
                                        {
                                          "x": 320,
                                          "y": 0,
                                          "w": 640,
                                          "h": 1280
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1280
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948839509761671168"
                                      }
                                    }
                                  }
                                ],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "extended_entities": {
                                "media": [
                                  {
                                    "display_url": "pic.x.com/DW0sVsTnJz",
                                    "expanded_url": "https://x.com/FiniteTractus/status/1948840039301218781/photo/1",
                                    "id_str": "1948839509761671168",
                                    "indices": [
                                      292,
                                      315
                                    ],
                                    "media_key": "3_1948839509761671168",
                                    "media_url_https": "https://pbs.twimg.com/media/GwurNW-XQAA9cz5.jpg",
                                    "type": "photo",
                                    "url": "https://t.co/DW0sVsTnJz",
                                    "ext_media_availability": {
                                      "status": "Available"
                                    },
                                    "features": {
                                      "large": {
                                        "faces": []
                                      },
                                      "medium": {
                                        "faces": []
                                      },
                                      "small": {
                                        "faces": []
                                      },
                                      "orig": {
                                        "faces": []
                                      }
                                    },
                                    "sizes": {
                                      "large": {
                                        "h": 1280,
                                        "w": 1280,
                                        "resize": "fit"
                                      },
                                      "medium": {
                                        "h": 1200,
                                        "w": 1200,
                                        "resize": "fit"
                                      },
                                      "small": {
                                        "h": 680,
                                        "w": 680,
                                        "resize": "fit"
                                      },
                                      "thumb": {
                                        "h": 150,
                                        "w": 150,
                                        "resize": "crop"
                                      }
                                    },
                                    "original_info": {
                                      "height": 1280,
                                      "width": 1280,
                                      "focus_rects": [
                                        {
                                          "x": 0,
                                          "y": 314,
                                          "w": 1280,
                                          "h": 717
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1280
                                        },
                                        {
                                          "x": 79,
                                          "y": 0,
                                          "w": 1123,
                                          "h": 1280
                                        },
                                        {
                                          "x": 320,
                                          "y": 0,
                                          "w": 640,
                                          "h": 1280
                                        },
                                        {
                                          "x": 0,
                                          "y": 0,
                                          "w": 1280,
                                          "h": 1280
                                        }
                                      ]
                                    },
                                    "allow_download_status": {
                                      "allow_download": true
                                    },
                                    "media_results": {
                                      "result": {
                                        "media_key": "3_1948839509761671168"
                                      }
                                    }
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@omarsar0 Maybe this can be framed in terms of a manifold created in the transformer. The work below shows how 'Attention' can be seen as Takens' method of delays, a thoroughly proven mathematical framework  i.e. it frames the mechanism in terms of mapping language as a nonlinear dynamical… https://t.co/DW0sVsTnJz",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1909725726137327616",
                              "id_str": "1948840039301218781"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948840039301218781"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948514460328734725",
              "sortIndex": "1953463185679843258",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948514460328734725-tweet-1948514460328734725",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948514460328734725",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoyNDMyNTU1OTk=",
                                  "rest_id": "243255599",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": true,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Wed Jan 26 17:08:26 +0000 2011",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "💥 Dynamic pricing is everywhere. I built @taskmonkeyAI so AI fights for you. | 🧠 Peking U + Wharton MBA | 💼 ex-Barclays | 💰 1 exit |  fund & build",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "taskmonkey.ai/?utm_source=sm…",
                                            "expanded_url": "https://taskmonkey.ai/?utm_source=smd_x",
                                            "url": "https://t.co/xNxFqnFROz",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 18,
                                    "followers_count": 45,
                                    "friends_count": 214,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "San Carlos, CA",
                                    "media_count": 1,
                                    "name": "Summer Guo",
                                    "normal_followers_count": 45,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/243255599/1403238422",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1947370141710487555/xTUgS_8p_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "iamguoyishan",
                                    "statuses_count": 304,
                                    "translator_type": "none",
                                    "url": "https://t.co/xNxFqnFROz",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "professional": {
                                    "rest_id": "1947160304816910748",
                                    "professional_type": "Creator",
                                    "category": [
                                      {
                                        "id": 958,
                                        "name": "Entrepreneur",
                                        "icon_name": ""
                                      }
                                    ]
                                  },
                                  "tipjar_settings": {
                                    "is_enabled": true
                                  }
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948514460328734725"
                              ],
                              "editable_until_msecs": "1753400623000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "771",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 22:43:43 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                46
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 1,
                              "favorited": false,
                              "full_text": "@omarsar0 Self-teaching systems? Sneakier wow.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "243255599",
                              "id_str": "1948514460328734725"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948514460328734725"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948428080487244102",
              "sortIndex": "1953463185679843248",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948428080487244102-tweet-1948428080487244102",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948428080487244102",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjo3OTY0MTY3NDE3NjUyMTQyMDg=",
                                  "rest_id": "796416741765214208",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": true,
                                    "can_media_tag": true,
                                    "created_at": "Wed Nov 09 18:18:42 +0000 2016",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "What if Computer Science and Math had a baby? 😇",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "youtube.com/channel/UCZV-I…",
                                            "expanded_url": "https://www.youtube.com/channel/UCZV-Iin4pXh27VD_YyM2mQQ",
                                            "url": "https://t.co/wC9QiFrh3c",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 8565,
                                    "followers_count": 4184,
                                    "friends_count": 414,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 24,
                                    "location": "",
                                    "media_count": 381,
                                    "name": "mgostIH",
                                    "normal_followers_count": 4184,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1734180690944565248/_cCIFVjB_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "mgostIH",
                                    "statuses_count": 2012,
                                    "translator_type": "none",
                                    "url": "https://t.co/wC9QiFrh3c",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "card": {
                              "rest_id": "https://t.co/xqZqbKliUv",
                              "legacy": {
                                "binding_values": [
                                  {
                                    "key": "thumbnail_image",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 144,
                                        "width": 144,
                                        "url": "https://pbs.twimg.com/card_img/1952295676374810624/xxWiRL_6?format=jpg&name=144x144_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "description",
                                    "value": {
                                      "string_value": "One of the most striking features of Large Language Models (LLM) is their ability to learn in context. Namely at inference time an LLM is able to learn new patterns without any additional weight...",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "domain",
                                    "value": {
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 420,
                                        "width": 420,
                                        "url": "https://pbs.twimg.com/card_img/1952295676374810624/xxWiRL_6?format=jpg&name=420x420_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_original",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1952295676374810624/xxWiRL_6?format=jpg&name=orig"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "site",
                                    "value": {
                                      "scribe_key": "publisher_id",
                                      "type": "USER",
                                      "user_value": {
                                        "id_str": "808633423300624384",
                                        "path": []
                                      }
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_small",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 100,
                                        "width": 100,
                                        "url": "https://pbs.twimg.com/card_img/1952295676374810624/xxWiRL_6?format=jpg&name=100x100_2"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_x_large",
                                    "value": {
                                      "image_value": {
                                        "alt": "arXiv logo",
                                        "height": 1000,
                                        "width": 1000,
                                        "url": "https://pbs.twimg.com/card_img/1952295676374810624/xxWiRL_6?format=png&name=2048x2048_2_exp"
                                      },
                                      "type": "IMAGE"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_alt_text",
                                    "value": {
                                      "string_value": "arXiv logo",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "vanity_url",
                                    "value": {
                                      "scribe_key": "vanity_url",
                                      "string_value": "arxiv.org",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "thumbnail_image_color",
                                    "value": {
                                      "image_color_value": {
                                        "palette": [
                                          {
                                            "rgb": {
                                              "blue": 255,
                                              "green": 255,
                                              "red": 255
                                            },
                                            "percentage": 94.17
                                          },
                                          {
                                            "rgb": {
                                              "blue": 105,
                                              "green": 116,
                                              "red": 124
                                            },
                                            "percentage": 4.33
                                          },
                                          {
                                            "rgb": {
                                              "blue": 46,
                                              "green": 21,
                                              "red": 170
                                            },
                                            "percentage": 1.26
                                          },
                                          {
                                            "rgb": {
                                              "blue": 131,
                                              "green": 116,
                                              "red": 203
                                            },
                                            "percentage": 0.23
                                          }
                                        ]
                                      },
                                      "type": "IMAGE_COLOR"
                                    }
                                  },
                                  {
                                    "key": "title",
                                    "value": {
                                      "string_value": "Learning without training: The implicit dynamics of in-context learning",
                                      "type": "STRING"
                                    }
                                  },
                                  {
                                    "key": "card_url",
                                    "value": {
                                      "scribe_key": "card_url",
                                      "string_value": "https://t.co/xqZqbKliUv",
                                      "type": "STRING"
                                    }
                                  }
                                ],
                                "card_platform": {
                                  "platform": {
                                    "audience": {
                                      "name": "production"
                                    },
                                    "device": {
                                      "name": "Android",
                                      "version": "12"
                                    }
                                  }
                                },
                                "name": "summary",
                                "url": "https://t.co/xqZqbKliUv",
                                "user_refs_results": [
                                  {
                                    "result": {
                                      "__typename": "User",
                                      "id": "VXNlcjo4MDg2MzM0MjMzMDA2MjQzODQ=",
                                      "rest_id": "808633423300624384",
                                      "affiliates_highlighted_label": {},
                                      "has_graduated_access": true,
                                      "is_blue_verified": false,
                                      "profile_image_shape": "Circle",
                                      "legacy": {
                                        "can_dm": true,
                                        "can_media_tag": true,
                                        "created_at": "Tue Dec 13 11:23:26 +0000 2016",
                                        "default_profile": false,
                                        "default_profile_image": false,
                                        "description": "News from https://t.co/enurGFxpcS, a free distribution service and an open archive for scholarly articles.\n\nFor help with arXiv, see https://t.co/LcWuhM0BOl",
                                        "entities": {
                                          "description": {
                                            "urls": [
                                              {
                                                "display_url": "arXiv.org",
                                                "expanded_url": "http://arXiv.org",
                                                "url": "https://t.co/enurGFxpcS",
                                                "indices": [
                                                  10,
                                                  33
                                                ]
                                              },
                                              {
                                                "display_url": "arxiv.org/help",
                                                "expanded_url": "https://arxiv.org/help",
                                                "url": "https://t.co/LcWuhM0BOl",
                                                "indices": [
                                                  133,
                                                  156
                                                ]
                                              }
                                            ]
                                          },
                                          "url": {
                                            "urls": [
                                              {
                                                "display_url": "arxiv.org",
                                                "expanded_url": "https://arxiv.org/",
                                                "url": "https://t.co/DHMkdi4lF9",
                                                "indices": [
                                                  0,
                                                  23
                                                ]
                                              }
                                            ]
                                          }
                                        },
                                        "fast_followers_count": 0,
                                        "favourites_count": 948,
                                        "followers_count": 41366,
                                        "friends_count": 187,
                                        "has_custom_timelines": false,
                                        "is_translator": false,
                                        "listed_count": 487,
                                        "location": "Ithaca, NY",
                                        "media_count": 109,
                                        "name": "arXiv.org",
                                        "normal_followers_count": 41366,
                                        "pinned_tweet_ids_str": [],
                                        "possibly_sensitive": false,
                                        "profile_banner_url": "https://pbs.twimg.com/profile_banners/808633423300624384/1481635469",
                                        "profile_image_url_https": "https://pbs.twimg.com/profile_images/1365352170267299840/IzvjKckL_normal.jpg",
                                        "profile_interstitial_type": "",
                                        "screen_name": "arxiv",
                                        "statuses_count": 1106,
                                        "translator_type": "none",
                                        "url": "https://t.co/DHMkdi4lF9",
                                        "verified": false,
                                        "want_retweets": false,
                                        "withheld_in_countries": []
                                      },
                                      "tipjar_settings": {}
                                    }
                                  }
                                ]
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948428080487244102"
                              ],
                              "editable_until_msecs": "1753380029000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "1183",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 9,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 17:00:29 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                33
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [
                                  {
                                    "display_url": "arxiv.org/abs/2507.16003",
                                    "expanded_url": "https://arxiv.org/abs/2507.16003",
                                    "url": "https://t.co/xqZqbKliUv",
                                    "indices": [
                                      10,
                                      33
                                    ]
                                  }
                                ],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 9,
                              "favorited": false,
                              "full_text": "@omarsar0 https://t.co/xqZqbKliUv",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "qme",
                              "possibly_sensitive": false,
                              "possibly_sensitive_editable": true,
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "796416741765214208",
                              "id_str": "1948428080487244102"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948428080487244102"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1948479571789267368",
              "sortIndex": "1953463185679843238",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1948479571789267368-tweet-1948479571789267368",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1948479571789267368",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTQzMTEyODM4MTk0ODI3MjY3",
                                  "rest_id": "1943112838194827267",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Thu Jul 10 01:00:38 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Love innovation. Very much into AI Engineering (context engineering etc). Latest AI insights/papers, open source models.",
                                    "entities": {
                                      "description": {
                                        "urls": []
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 284,
                                    "followers_count": 16,
                                    "friends_count": 47,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "Mars (kidding, the UK)",
                                    "media_count": 5,
                                    "name": "Andrew",
                                    "normal_followers_count": 16,
                                    "pinned_tweet_ids_str": [
                                      "1951212687691554929"
                                    ],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1943112838194827267/1754065672",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1943115055228207104/y87EiVb9_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "Grokton",
                                    "statuses_count": 212,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1948479571789267368"
                              ],
                              "editable_until_msecs": "1753392305000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "45",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow\">Twitter for Android</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Thu Jul 24 20:25:05 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                43
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 Cool. Appreciate all your shares.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1943112838194827267",
                              "id_str": "1948479571789267368"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1948479571789267368"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1952776806760882262",
              "sortIndex": "1953463185679843228",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1952776806760882262-tweet-1952776806760882262",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1952776806760882262",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxMjMxNzUyMTA=",
                                  "rest_id": "123175210",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Mon Mar 15 07:13:10 +0000 2010",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "Cooking sth amazing with AI.\nI post about AI (model/product/research/code), ideas, not news. \nSubstack: https://t.co/rIgy4s0rJi",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "gilfoyleblog.substack.com",
                                            "expanded_url": "https://gilfoyleblog.substack.com/",
                                            "url": "https://t.co/rIgy4s0rJi",
                                            "indices": [
                                              104,
                                              127
                                            ]
                                          }
                                        ]
                                      },
                                      "url": {
                                        "urls": [
                                          {
                                            "display_url": "youtube.com/@gilfoyleoffic…",
                                            "expanded_url": "https://www.youtube.com/@gilfoyleofficial",
                                            "url": "https://t.co/eOOA4BxWIh",
                                            "indices": [
                                              0,
                                              23
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 1364,
                                    "followers_count": 163,
                                    "friends_count": 503,
                                    "has_custom_timelines": true,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "San Francisco",
                                    "media_count": 115,
                                    "name": "Gilfoyle",
                                    "normal_followers_count": 163,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/123175210/1752084853",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1943008089000611840/6vXDMlDO_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "wangleineo",
                                    "statuses_count": 2413,
                                    "translator_type": "none",
                                    "url": "https://t.co/eOOA4BxWIh",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1952776806760882262"
                              ],
                              "editable_until_msecs": "1754416846000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "13",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Tue Aug 05 17:00:46 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                75
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  },
                                  {
                                    "id_str": "218811492",
                                    "name": "Sakana AI",
                                    "screen_name": "SakanaAILabs",
                                    "indices": [
                                      41,
                                      54
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 Maybe this theory explains why @SakanaAILabs’ text-to-Lora works.",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "123175210",
                              "id_str": "1952776806760882262"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1952776806760882262"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "conversationthread-1949056494215090198",
              "sortIndex": "1953463185679843218",
              "content": {
                "entryType": "TimelineTimelineModule",
                "__typename": "TimelineTimelineModule",
                "items": [
                  {
                    "entryId": "conversationthread-1949056494215090198-tweet-1949056494215090198",
                    "item": {
                      "itemContent": {
                        "itemType": "TimelineTweet",
                        "__typename": "TimelineTweet",
                        "tweet_results": {
                          "result": {
                            "__typename": "Tweet",
                            "rest_id": "1949056494215090198",
                            "has_birdwatch_notes": false,
                            "core": {
                              "user_results": {
                                "result": {
                                  "__typename": "User",
                                  "id": "VXNlcjoxOTIxNTk5NzYyMjAzMjk1NzQ0",
                                  "rest_id": "1921599762203295744",
                                  "affiliates_highlighted_label": {},
                                  "has_graduated_access": true,
                                  "is_blue_verified": false,
                                  "profile_image_shape": "Circle",
                                  "legacy": {
                                    "can_dm": false,
                                    "can_media_tag": true,
                                    "created_at": "Sun May 11 16:14:32 +0000 2025",
                                    "default_profile": true,
                                    "default_profile_image": false,
                                    "description": "i think my car is gaslighting me | CEO of https://t.co/uhKaJVpTbh",
                                    "entities": {
                                      "description": {
                                        "urls": [
                                          {
                                            "display_url": "discord.gg/K3JYAMU",
                                            "expanded_url": "https://discord.gg/K3JYAMU",
                                            "url": "https://t.co/uhKaJVpTbh",
                                            "indices": [
                                              42,
                                              65
                                            ]
                                          }
                                        ]
                                      }
                                    },
                                    "fast_followers_count": 0,
                                    "favourites_count": 705,
                                    "followers_count": 62,
                                    "friends_count": 164,
                                    "has_custom_timelines": false,
                                    "is_translator": false,
                                    "listed_count": 0,
                                    "location": "",
                                    "media_count": 71,
                                    "name": "GPT-5",
                                    "normal_followers_count": 62,
                                    "pinned_tweet_ids_str": [],
                                    "possibly_sensitive": false,
                                    "profile_banner_url": "https://pbs.twimg.com/profile_banners/1921599762203295744/1753787876",
                                    "profile_image_url_https": "https://pbs.twimg.com/profile_images/1951882881313472513/Nc7g8RB5_normal.jpg",
                                    "profile_interstitial_type": "",
                                    "screen_name": "doe1478725",
                                    "statuses_count": 1116,
                                    "translator_type": "none",
                                    "verified": false,
                                    "want_retweets": false,
                                    "withheld_in_countries": []
                                  },
                                  "tipjar_settings": {}
                                }
                              }
                            },
                            "unmention_data": {},
                            "edit_control": {
                              "edit_tweet_ids": [
                                "1949056494215090198"
                              ],
                              "editable_until_msecs": "1753529854000",
                              "is_edit_eligible": false,
                              "edits_remaining": "5"
                            },
                            "is_translatable": false,
                            "views": {
                              "count": "114",
                              "state": "EnabledWithCount"
                            },
                            "source": "<a href=\"https://mobile.twitter.com\" rel=\"nofollow\">Twitter Web App</a>",
                            "legacy": {
                              "bookmark_count": 0,
                              "bookmarked": false,
                              "created_at": "Sat Jul 26 10:37:34 +0000 2025",
                              "conversation_id_str": "1948384435654779105",
                              "display_text_range": [
                                10,
                                32
                              ],
                              "entities": {
                                "hashtags": [],
                                "symbols": [],
                                "timestamps": [],
                                "urls": [],
                                "user_mentions": [
                                  {
                                    "id_str": "3448284313",
                                    "name": "elvis",
                                    "screen_name": "omarsar0",
                                    "indices": [
                                      0,
                                      9
                                    ]
                                  }
                                ]
                              },
                              "favorite_count": 0,
                              "favorited": false,
                              "full_text": "@omarsar0 learning from our data",
                              "in_reply_to_screen_name": "omarsar0",
                              "in_reply_to_status_id_str": "1948384435654779105",
                              "in_reply_to_user_id_str": "3448284313",
                              "is_quote_status": false,
                              "lang": "en",
                              "quote_count": 0,
                              "reply_count": 0,
                              "retweet_count": 0,
                              "retweeted": false,
                              "user_id_str": "1921599762203295744",
                              "id_str": "1949056494215090198"
                            },
                            "quick_promote_eligibility": {
                              "eligibility": "IneligibleNotProfessional"
                            }
                          }
                        },
                        "tweetDisplayType": "Tweet"
                      },
                      "clientEventInfo": {
                        "component": "tweet",
                        "element": "tweet",
                        "details": {
                          "conversationDetails": {
                            "conversationSection": "HighQuality"
                          },
                          "timelinesDetails": {
                            "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                          }
                        }
                      }
                    }
                  }
                ],
                "metadata": {
                  "conversationMetadata": {
                    "allTweetIds": [
                      "1949056494215090198"
                    ],
                    "enableDeduplication": true
                  }
                },
                "displayType": "VerticalConversation",
                "clientEventInfo": {
                  "component": "tweet",
                  "details": {
                    "conversationDetails": {
                      "conversationSection": "HighQuality"
                    },
                    "timelinesDetails": {
                      "controllerData": "DAACDAAEDAABCgABAAAAAAAAAAEKAAIAAAAAAAAAAAAAAAA="
                    }
                  }
                }
              }
            },
            {
              "entryId": "cursor-bottom-1953463185679843217",
              "sortIndex": "1953463185679843217",
              "content": {
                "entryType": "TimelineTimelineCursor",
                "__typename": "TimelineTimelineCursor",
                "value": "DAAFCgABGxwYauA__48LAAIAAADIRW1QQzZ3QUFBZlEvZ0dKTjB2R3AvQUFBQUJBYkRIQ09FTnZRRmhzS1k5alltc0dvR3d0QVY5T1c0V1FiQzZ1d3VwdUIzUnNLRFZJOUdtRGhHd29OV05TYmdkd2JDdFozRjl1QU14c1pxQ2pVbXFCV0d3b05YMGViSUlzYkNnMWl6RnBoV2hzS0RWdWgyckM4R3dvMUJCZldvVVliQ2gyU1gxY3g2aHNLRFZYM0cySHFHd3N5RnZoV2tHZ2JDb09UOTVzd0JRPT0IAAMAAAACAAA",
                "cursorType": "Bottom"
              }
            }
          ]
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Top"
        },
        {
          "type": "TimelineTerminateTimeline",
          "direction": "Bottom"
        }
      ],
      "metadata": {
        "reader_mode_config": {
          "is_reader_mode_available": true
        },
        "scribeConfig": {
          "page": "ranked_replies"
        }
      }
    }
  }
}